Research Use Only. KIRhub outputs are computational research artifacts. They are not validated for clinical decision-making, diagnosis, or treatment.

AE47BCDE-A2D2-43EF-8EC7-78E4D1817EEE

2ace3e3f-f6e6-5f27-a526-c1fe4a501feb

Score in workbench →

Clinical attributes

From the source cohort, normalized into canonical keys plus the project's native columns.

cancer_type
cancer_type_detailed
subtype
overall_survival_months
19.842312746386334
age_years
47
sex
Female

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

Top 10 most elevated and top 10 most suppressed Hallmark pathways for this sample.

Top 10 elevated

  • INTERFERON_ALPHA_RESPONSE+0.637
  • INTERFERON_GAMMA_RESPONSE+0.621
  • ANGIOGENESIS+0.600
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.597
  • ALLOGRAFT_REJECTION+0.594
  • IL6_JAK_STAT3_SIGNALING+0.587
  • INFLAMMATORY_RESPONSE+0.560
  • E2F_TARGETS+0.509
  • TNFA_SIGNALING_VIA_NFKB+0.498
  • MYC_TARGETS_V1+0.493

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.165
  • MITOTIC_SPINDLE-0.111
  • SPERMATOGENESIS-0.100
  • HEDGEHOG_SIGNALING-0.028
  • WNT_BETA_CATENIN_SIGNALING-0.014
  • BILE_ACID_METABOLISM+0.000
  • UV_RESPONSE_DN+0.005
  • HEME_METABOLISM+0.014
  • ESTROGEN_RESPONSE_EARLY+0.019
  • APICAL_SURFACE+0.047

Patient twins — nearest pathway neighbors

MeasuredDerived

10 samples closest to this one in 50-dim pathway space, drawn from the Pathway Atlas. Cosine similarity = 1 means identical pathway state.

10 twins match this tumor's tissue · 0 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
15063882F-6377-4976-BB48-7275D46C44E6
brain-umap@2
0.978
2F9A39954-57EB-4A3F-97A0-1801B08BBD53
brain-umap@2
0.967
35307FA7F-DFE5-42BC-BFC7-826AACAAE799
brain-umap@2
0.966
4788A8487-6A02-4BF5-8E84-16BE5D92BF0F
brain-umap@2
0.963
553B31ABD-AD68-4A44-A525-23FD413115D5
brain-umap@2
0.963
68DA59514-8B25-493E-B226-818F2521B5D5
brain-umap@2
0.962
73D3C3AAA-2C7A-43C6-8137-73A6E0896FAC
brain-umap@2
0.961
8665044AD-F2DD-43C2-BCDE-982A8F5C5830
brain-umap@2
0.959
9F9EB85A8-8E6D-44C0-8C59-50B1DB4E652B
brain-umap@2
0.958
103027792F-79B6-4729-9452-C4A72A7C4686
brain-umap@2
0.958

Per-pathway drug coverage

ModeledCalibratedDerived

For each elevated pathway in this tumor, the best-reversing drug across the catalog. Uncovered pathways = unmet need at pathway level for this one patient.

0 of 44 elevated pathways have at least one drug that meaningfully reverses them.

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.637Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.621Idelalisib— uncovered
ANGIOGENESIS0.600Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.597Inavolisib— uncovered
ALLOGRAFT_REJECTION0.594Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.587Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.560Idelalisib— uncovered
E2F_TARGETS0.509Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.498Inavolisib— uncovered
MYC_TARGETS_V10.493Inavolisib— uncovered
COMPLEMENT0.491Inavolisib— uncovered
APOPTOSIS0.458Idelalisib— uncovered
COAGULATION0.457Binimetinib— uncovered
HYPOXIA0.442Idelalisib— uncovered
G2M_CHECKPOINT0.440Inavolisib— uncovered
MTORC1_SIGNALING0.435Inavolisib— uncovered
IL2_STAT5_SIGNALING0.430Idelalisib— uncovered
GLYCOLYSIS0.407Inavolisib— uncovered
KRAS_SIGNALING_UP0.391Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.379Inavolisib— uncovered